scholarly journals Radiomics Signatures of Computed Tomography Imaging for Predicting Risk Categorization and Clinical Stage of Thymomas

2019 ◽  
Vol 2019 ◽  
pp. 1-10 ◽  
Author(s):  
Xihai Wang ◽  
Wei Sun ◽  
Hongyuan Liang ◽  
Xiaonan Mao ◽  
Zaiming Lu

Purpose. The aim of this study is to develop and compare performance of radiomics signatures using texture features extracted from noncontrast enhanced CT (NECT) and contrast enhanced CT (CECT) images for preoperative predicting risk categorization and clinical stage of thymomas. Materials and Methods. Between January 2010 and October 2018, 199 patients with surgical resection and histopathologically confirmed thymoma were enrolled in this retrospective study. We extracted 841 radiomics features separately from volume of interest (VOI) in NECT and CECT images. The features with poor reproducibility and highly redundancy were removed. Then a least absolute shrinkage and selection operator method (LASSO) logistic regression model with 10-fold cross validation was used for further feature selection and radiomics signatures build. The predictive performances of radiomics signatures were assessed by receiver operating characteristic (ROC) analysis. The areas under the receiver operating characteristic curve (AUC) between radiomics signatures were compared by using Delong test. Result. In differentiating high risk thymomas from low risk thymomas, the AUC, sensitivity, and specificity were 0.801(95% CI 0.740–0.863), 0.752 and 0.767 for radiomics signature based on NECT images, and 0.827 (95% CI 0.771 -0.884), 0.798, and 0.722 for radiomics signature based on CECT images. But there was no significant difference (p=0.365) between them. In differentiating advanced stage thymomas from early stage thymomas, the AUC, sensitivity, and specificity were 0.829 (95%CI 0.757-0.900), 0.712, and 0.806 for radiomics signature based on NECT images and 0.860 (95%CI 0.803-0.917), 0.699, and 0.889 for radiomics signature based on CECT images. There was no significant difference (p=0.069) between them. The accuracy was 0.819 for radiomics signature based on NECT images, 0.869 for radiomics signature based on CECT images, and 0.779 for radiologists. Both radiomics signatures had a better performance than radiologists. But there was significant difference (p = 0.025) only between CECT radiomics signature and radiologists. Conclusion. Radiomics signatures based on texture analysis from NECT and CECT images could be utilized as noninvasive biomarkers for differentiating high risk thymomas from low risk thymomas and advanced stage thymomas from early stage thymoma. As a quantitative method, radiomics signature can provide complementary diagnostic information and help to plan personalized treatment for patients with thymomas.

Author(s):  
Risma Maharani ◽  
Syahrul Rauf ◽  
Rina Masadah

Objective: To determine the expression of Phosphatase Regenerating Liver-3 (PRL-3) and E-Cadherin in the epithelial ovarian cancer on various stages and differentiation grades. Method: This was a cross-sectional study design conducted at Obstetrics and Gynecology Department of several teaching hospitals, Faculty of Medicine Universitas Hasanuddin from January to June 2015. The expression of PRL-3 and E-cadherin was assessed immunohistochemically in 40 patients with epithelial ovarian cancer including 15 patients in early stage and 25 patients in advanced stage. We used the Fisher’s exact test with the significance of p0.05). The significant difference was found in the expression of E-cadherin whereas the high expression was shown at early stage than advanced stage (p0.05). This study also pointed out no correlation between the expression of PRL-3 and E-cadherin in epithelial ovarian cancer (p>0.05). Conclusion: PRL-3 overexpression does not decrease E-cadherin expression in epithelial ovarian cancer. Keywords: E-cadherin, epithelial ovarian cancer, PRL-3


2020 ◽  
Author(s):  
Min Lin ◽  
Bo-Qiu Zhang ◽  
Hai Lin ◽  
Peng-Ming Sun ◽  
Shi-Biao Wang ◽  
...  

Abstract Backgroud: To study the dynamic changes in serum cortisol, adrenocorticotropic hormone (ACTH) levels and peripheral blood lymphocyte subset counts in children with septic shock (SS) and to explore their association with the severity and prognosis of the disease. Methods: The levels of serum cortisol, ACTH and peripheral blood lymphocyte subsets were analyzed in 25 patients in the advanced-stage group with decreased blood pressure and 24 patients in the early-stage group with normal blood pressure. Twenty-five healthy children who underwent physical examination were selected as the control group. Children in the advanced-stage group were further divided into the death subgroup (n = 5) and the survival subgroup (n = 20).Results: At admission, the levels of serum cortisol and ACTH in the advanced-stage group were apparently higher than those in the early-stage group (P < 0.05). The advanced-stage group had significantly lower lymphocyte subset counts than the early-stage group (P < 0.05). On the 3rd day after admission, the levels of serum cortisol and ACTH in both groups decreased, and the counts of total lymphocytes, T cells and Th cells in the early-stage group were significantly higher than those at admission. On the 8th day after admission, there was no statistically significant difference in the levels of serum cortisol or ACTH between the groups. At admission, there was no statistically significant difference in serum cortisol and ACTH levels between the death subgroup and the survival subgroup. On the third day after admission, the levels of cortisol and ACTH were decreased in both groups, but the differences between the two subgroups were not statistically significant. All the lymphocyte subset counts in the death subgroup on the third day after admission were significantly lower than those in the survival subgroup (P < 0.05).Conclusions: The hypothalamic-pituitary-adrenal axis is excessively activated in children with SS. Higher serum cortisol and ACTH levels and lower peripheral blood lymphocyte subset counts indicate increased severity of the disease. After treatment, the first signs that indicate the effective control of the disease are decreased serum cortisol and ACTH levels and increased T cell, Th cell and total lymphocyte counts.


2015 ◽  
Vol 28 (2) ◽  
pp. 189
Author(s):  
Ana Salselas ◽  
Inês Pestana ◽  
Francisco Bischoff ◽  
Mariana Guimarães ◽  
Joaquim Aguiar Andrade

<strong>Introduction:</strong> Pregnant women with thromboembolic diseases, previous thrombotic episodes or thrombophilia family history were supervised in a multidisciplinary Obstetrics/ Hematology consultation in Centro Hospitalar São João EPE, Porto, Portugal. For the evaluation and medication of these women, a risk stratification scale was used.<br /><strong>Purposes:</strong> The aim of this study was to validate a Risk Stratification Scale and thromboprophylaxis protocol by means of comparing it with a similar scale, developed and published by Sarig.<br /><strong>Material and Methods:</strong> We have compared: The distribution, by risk groups, obtained through the application of the two scales on pregnant women followed at Centro Hospitalar São João, Porto, Portugal, consultation; the sensibility and specificity for each one of the scales (DeLong scale, applied to Receiver Operating Characteristic) curves; the outcomes in pregnancies followed in Hospital São João, Porto, Portugal<br /><strong>Results:</strong> According to our Hema-Obs risk stratification scale, 29% were allocated to low-risk, 47% to high-risk and 24% to very-high-risk groups. According to Galit Sarig risk stratification scale, 24% were considered low-risk, 53% moderate, 16% high-risk and 7% as very high-risk group. In our study we observed 9% of spontaneous abortions, in comparison with 18% in the Galit Sarig cohort. From the application of Receiver Operating Characteristic curve to both risk stratification scales, the results of the calculated areas were 58,8% to our Hema-Obs risk stratification scale and 38,7% to Galit Sarig risk stratification scale, with a Delong test significancie of p = 0.0006.<br /><strong>Conclusions:</strong> We concluded that Hema-Obs risk stratification scale is an effective support for clinical monitoring of therapeutic strategies.


2020 ◽  
Vol 38 (15_suppl) ◽  
pp. e14031-e14031
Author(s):  
Binliang Liu ◽  
Junying Xie ◽  
Xiaoying Sun ◽  
Yanfeng Wang ◽  
Zhong Yuan ◽  
...  

e14031 Background: The central venous catheter brings convenience for drug delivery and improves comfort for cancer patients, it also causes serious complications. The most common one is catheter-related thrombosis (CRT). This study aimed to evaluate the incidence and risk factors of CRT in cancer patients, and to develop an effective prediction model for CRT in cancer patients. Methods: The development of our prediction model was based on the data of a retrospective cohort (n = 3131) from National Cancer Center. The validation of our prediction model was done in a prospective cohort from National Cancer Center (n = 685) and a retrospective cohort from Hunan Cancer Hospital (n = 61). The predictive accuracy and the discriminative ability were determined by the receiver operating characteristic curves and calibration plots. Results: Multivariate analysis demonstrated that sex, cancer type, catheter type, position of the catheter tip, chemotherapy status, and antiplatelet/anticoagulation status at baseline were independent risk factors for CRT. The area under receiver operating characteristic (ROC) curve of our prediction model was 0.741 (CI: 0.715-0.766) in the primary cohort; 0.754 (CI: 0.704-0.803) and 0.658 (CI: 0.470-0.845) in validation cohorts respectively. Good calibration and clinical impact were also shown in primary and validation cohorts. The high-risk group had a higher incidence of CRTs than the low-risk group in the primary cohort and two validation cohort (p < 0.001). Conclusions: Our model is a novel prediction tool for CRT risk which helps to assigning cancer patients into high-risk or low-risk group accurately. Our model will be valuable for clinicians in decision making of thromboprophylaxis.


2020 ◽  
Vol 38 (15_suppl) ◽  
pp. 529-529
Author(s):  
Tanmayi Pai ◽  
Angelica Gil ◽  
Yaohua Ma ◽  
Zhuo Li ◽  
Pooja Advani ◽  
...  

529 Background: Multiple prognostic models exist to predict late relapse risk in early stage hormone receptor-positive (HR+) breast cancer (BC). The CTS5 is one such model that has been validated in HR+ HER2-negative BC. The value of this model in HR+ HER2+ has not been established. Here, we assessed CTS5 in patients (pts) with early stage HER2+ BC treated in the NCCTG N9831 (Alliance) trial. Methods: Pts with stage I-III HER2+ HR+ BC who survived ≥ 5 years were included. The online CTS5 calculator was used to determine CTS5 score and risk group (low, intermediate, and high) based on age, tumor size, grade, and number of involved nodes. Kaplan-Meier (KM) estimates, Cox regression models, and C index were used for analysis. Results: From 3,130 pts, 1,204 pts met the criteria and were included. Median age was 49 (22-79) years and median tumor size was 2.4 (0.1-12) cm. 63.6% had grade 3 tumors, 33.6% grade 2, and 2.8% grade 1. Median follow up was 10.89 (5.01-15.32) years. Based on CTS5, 821 (68.2%) pts were classified as high risk, 289 (24%) as intermediate risk, and 94 (7.8%) as low risk. Overall, using univariate Cox regression analysis, there was no statistically significant difference in recurrence free survival (RFS) among pts with intermediate vs. low (HR 0.47 95%CI 0.18-1.22, p = 0.12) and high vs. low (HR1.23 95%CI0.57-2.67, p = 0.6) with the C index of 0.58. Among pts who received concurrent trastuzumab (H) with HR+ BC, there was also no statistical difference in RFS between high vs. low (HR 0.68 95%CI0.24-1.97, p = 0.48) with the C index of 0.55. Paradoxically, pts with intermediate risk had better RFS than low risk (HR 0.18 95%CI0.03-0.97, p = 0.05). As a continuous variable, there is also no significant improvement in RFS per 1 unit increase in CTS5 score (HR 1.19 95%CI 0.73-1.96, p = 0.49) with the C index of 0.54. After 5 years, 7.06% (n = 30/425) of HR+ pts treated with concurrent H recurred. Conclusions: The CTS5 model is not prognostic in pts with early stage HR+ HER2+ BC receiving adjuvant H. While most HR+ HER2+ pts are classified as high risk by CTS5, the recurrence between years 5-10 was low in pts who received adjuvant H. This study highlights the need to develop a new predictive model for risk of late relapse in this specific group of pts to enable clinicians to determine which pts would benefit from extended adjuvant endocrine therapy. Support: BCRF-19-161, U10CA180821, Genentech. https://acknowledgments.alliancefound.org Clinical trial information: NCT00005970 .


2004 ◽  
Vol 100 (6) ◽  
pp. 1405-1410 ◽  
Author(s):  
Alexandre Ouattara ◽  
Michaëla Niculescu ◽  
Sarra Ghazouani ◽  
Ario Babolian ◽  
Marc Landi ◽  
...  

Background The Cardiac Anesthesia Risk Evaluation (CARE) score, a simple Canadian classification for predicting outcome after cardiac surgery, was evaluated in 556 consecutive patients in Paris, France. The authors compared its performance to those of two multifactorial risk indexes (European System for Cardiac Operative Risk Evaluation [EuroSCORE] and Tu score) and tested its variability between groups of physicians (anesthesiologists, surgeons, and cardiologists). Methods Each patient was simultaneously assessed using the three scores by an attending anesthesiologist in the immediate preoperative period. In a blinded study, the CARE score category was also determined by a cardiologist the day before surgery, by a surgeon in the operating room, and by a second anesthesiologist at arrival in intensive care unit. Calibration and discrimination for predicting outcomes were assessed by goodness-of-fit test and area under the receiver operating characteristic curve, respectively. The level of agreement of the CARE scoring between the three physicians was then assessed. Results The calibration analysis revealed no significant difference between expected and observed outcomes for the three classifications. The areas under the receiver operating characteristic curves for mortality were 0.77 with the CARE score, 0.78 with the EuroSCORE, and 0.73 with the Tu score (not significant). The agreement rate of the CARE scoring between two anesthesiologists, between anesthesiologists and surgeons, and between anesthesiologists and cardiologists were 90%, 83%, and 77%, respectively. Conclusions Despite its simplicity, the CARE score predicts mortality and major morbidity as well the EuroSCORE. In addition, it remains devoid of significant variability when used by groups of physicians of different specialties.


2020 ◽  
Vol 9 (2) ◽  
pp. 54-59
Author(s):  
Rajesh Pandey ◽  
Rahul Pathak ◽  
Arun Gnawali ◽  
Prem Krishna Khadga ◽  
Sashi Sharma ◽  
...  

Introduction: Non-invasive assessment of esophageal varices (EVs) may reduce endoscopic burden and cost. This study aimed to evaluate the diagnostic accuracy of non-invasive fibrosis scores (AAR, APRI, FIB-4, King and Lok scores) for the prediction of varices in liver cirrhosis. Methods: This prospective study included 100 liver cirrhosis patients who underwent screening endoscopy for EVs. AAR, APRI, FIB-4, King and Lok scores were assessed. The receiver operating characteristic curves (ROC) were plotted to measure and compare the performance of each score for predicting EVs and to obtain the corresponding optimal prediction value. Results: Of the 100 patients, 70 were males and 30 were females with a mean age of 54.05±11.58 years. Esophageal varices were found in 77 patients out of which 58.44% were high-risk varices. Platelet count and non-invasive fibrosis scores APRI, FIB-4, Lok and King were able to discriminate patients with and without varices. Using area under receiver operating characteristic curve (AUROC), these scores were found to have low to moderate diagnostic accuracy for the presence of EVs and high-risk EVs, where the APRI score had the highest AUROC (0.77 and 0.70) respectively. At a cutoff value > 1.4, APRI score had 90.9% sensitivity, 60.9% specificity and 84 % diagnostic accuracy in predicting the presence of varices, while it had 84.4% sensitivity, 45.5% specificity and 63% diagnostic accuracy in predicting the presence of highrisk varices, at a cutoff value > 2.02. Conclusion: APRI, AAR, FIB-4, King, and Lok scores had low to moderate diagnostic accuracy in predicting the presence of varices in liver cirrhosis. The APRI score can help select a patient for the endoscopy but cannot replace endoscopy for esophageal varices screening.


2021 ◽  
Author(s):  
Qi-ying Zhang ◽  
Zi Liu ◽  
Ya-li Wang ◽  
Jing Zhang ◽  
Wen Li ◽  
...  

Abstract Background Postoperative radiotherapy (RT) or chemoradiotherapy (CRT) improves outcomes of cervical cancer patients with risk factors. Minimally invasive surgery (MIS) has an inferior survival than open radical hysterectomy (ORH), however, the impact of MIS on postoperative RT remains uncertain. The study compared the impacts of MIS versus ORH on delivering of adjuvant RT or CRT for intermediate- or high-risk early-stage cervical cancer. Methods Data on stage IB1-IIA2 patients who underwent radical hysterectomy and postoperative RT/CRT in our institution, from 2014 to 2017, were retrospectively collected. Patients with high or intermediate-risk factors who met the Sedlis criteria received postoperative pelvic external beam radiotherapy (50Gy/25f) with platinum-based chemotherapy (0–6 cycles) according to guidelines. Disease-free survival (DFS) and overall survival (OS) were compared in the two surgical groups. Results One hundred and twenty-nine patients eligible for the study (68 in ORH; 61 in MIS groups) had similar clinicopathologic features except for the stage (highest in MIS was IB1; IIA1 in ORH) and presence of lymph vascular space invasion (higher in MIS group). The median time interval from surgery to chemotherapy and to RT was shorter in the MIS group. Three-year DFS and OS were similar in both groups. Further sub-analysis indicated that the DFS and OS in intermediate/high-risk groups had no significant difference. Cox-multivariate analyses found that tumor size > 4 cm and time interval from surgery to RT beyond seven weeks were adverse independent prognostic factors for DFS. Conclusions In early-stage (IB1-IIA2) cervical cancer patients with intermediate or high-risk factors who received postoperative RT or CRT, no matter they received ORH or MIS as their primary treatment, the DFS and OS had no significant difference, despite TI from surgery to postoperative adjuvant therapy being shorter in the MIS group than ORH.


2019 ◽  
Author(s):  
Qingwen Jiang ◽  
Xu Zheng ◽  
Yiting Li ◽  
Weina Huang ◽  
Xinjian Li ◽  
...  

Abstract Background: Lung cancer has become the leading cause of cancer-related death in China. However, most of patients were diagnosed at advanced stage. Thus, novel lung cancer diagnostic tests, which can be used to screen individuals in early stage, are required.Methods: A total of 208 patients involving 161 cases of lung cancer and 47 cases of benign diseases were enrolled. Serum concentration of GTM, CETM, PTM, CTM, ETM and HTM were analyzed by kits according to the manufacturer’s guidelines.Results: The results showed significant difference in serum concentrations of GTM, CETM, PTM, CTM, ETM, and HTM between patients with lung cancer and benign diseases. In addition, when compared with benign diseases, higher levels of those six markers were also observed in patient with SCC and SCLC, but not for ADC. Receiver operating characteristic (ROC) curves were further suggested a high sensitivity and specificity of six markers to identify lung cancer.Conclusion: The serum levels of GTM, CETM, PTM, CTM, ETM and HTM in lung cancer were significantly higher than those of benign diseases. Moreover, these six biomarkers showed a high sensitivity and specificity to identify a patient with malignant. These findings suggested that detection of those six biomarkers in serum might be helpful for differential diagnosis of lung cancer.


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